Awesome Reinforcement Learning
📄
Papers
🧭
Topics
🔥
Trending
🗺️
Map
🏆
Leaderboards
🎓
Learn
🤖
Ask AI
⋯
More
👥
Authors
📚
Reading Packs
📊
Datasets
🛠️
Tools
📰
News
📝
Blogs
✉️
Newsletter
🎯
Research Radar
🔖
Saved
+ Add Paper
☾
☀
← authors
·
overview
Loading author…
🤖
Ask AI
Ambuj Tewari — most-cited papers & profile · Reinforcement Learning
← authors
·
overview
Ambuj Tewari
19
papers ·
84
citations ·
45
h-index
University of Michigan
Google Scholar ↗
Semantic Scholar ↗
OpenAlex ↗
Most-cited papers
Sample Complexity of Reinforcement Learning using Linearly Combined Model Ensembles
2019 · 9 citations
No-regret Exploration in Contextual Reinforcement Learning
2019 · 8 citations
Markov Decision Processes with Continuous Side Information
2017 · 6 citations
Causal Markov Decision Processes: Learning Good Interventions Efficiently
2021 · 6 citations
Reinforcement Learning in Factored MDPs: Oracle-Efficient Algorithms and Tighter Regret Bounds for the Non-Episodic Setting
2020 · 5 citations
Offline Policy Evaluation and Optimization under Confounding
2022 · 1 citations
A Primal-Dual-Critic Algorithm for Offline Constrained Reinforcement Learning
2023 · 1 citations
A Primal-Dual Algorithm for Offline Constrained Reinforcement Learning with Linear MDPs
2024 · 1 citations
A Computationally Efficient Algorithm for Infinite-Horizon Average-Reward Linear MDPs
2025
Reinforcement Learning for Infinite-Horizon Average-Reward Linear MDPs via Approximation by Discounted-Reward MDPs
2024
Learning Mixtures of Markov Chains and MDPs
2022
A Theoretical Framework for Partially Observed Reward-States in RLHF
2024
Sample Efficient Myopic Exploration Through Multitask Reinforcement Learning with Diverse Tasks
2024
Leveraging Offline Data in Linear Latent Contextual Bandits
2024
Learning Infinite-Horizon Average-Reward Linear Mixture MDPs of Bounded Span
2024
Top co-authors
Kihyuk Hong
· 5
Chinmaya Kausik
· 4
Aditya Modi
· 3
Kevin Tan
· 3
Yangyi Lu
· 2
Yufan Zhang
· 2
Aldo Pacchiano
· 1
Amirhossein Meisami
· 1
Dabeen Lee
· 1
Dabeen Lee
· 1
Maggie Makar
· 1
Mirco Mutti
· 1
Topics
Model-Based RL
Value-Based
Exploration
Offline RL
Safe RL
Meta-RL
RLHF & Alignment
Multi-Agent